{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import random\n",
    "import shutil\n",
    "import sys\n",
    "\n",
    "import dendropy\n",
    "from dendropy.interop import raxml"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RAxML temporary directory: /tmp/tmpxi4c8re1\n"
     ]
    }
   ],
   "source": [
    "ebola_data = dendropy.DnaCharacterMatrix.get_from_path('trim.fasta', 'fasta')\n",
    "rx = raxml.RaxmlRunner()\n",
    "ebola_tree = rx.estimate_tree(ebola_data, ['-m', 'GTRGAMMA', '-N', '10'])\n",
    "print('RAxML temporary directory: %s' % rx.working_dir_path)\n",
    "del ebola_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ebola_tree.write_to_path('my_ebola.nex', 'nexus')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7faef53620f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from Bio import Phylo\n",
    "%matplotlib inline\n",
    "my_ebola_tree = Phylo.read('my_ebola.nex', 'nexus')\n",
    "my_ebola_tree.name = 'Our Ebolavirus tree'\n",
    "\n",
    "fig = plt.figure(figsize=(16, 18))\n",
    "ax = fig.add_subplot(1, 1, 1)\n",
    "Phylo.draw(my_ebola_tree, axes=ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## RAxML with Biopython"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "raxmlHPC -m GTRGAMMA -n biopython -p 8564755381145104773 -s trim.fasta -w /home/tiago/Bioinformatics-with-Python-Cookbook-Second-Edition/notebooks/05_Phylo/bp_rx -N 10\n"
     ]
    }
   ],
   "source": [
    "# XXX change\n",
    "from Bio.Phylo.Applications import RaxmlCommandline\n",
    "raxml_cline = RaxmlCommandline(sequences='trim.fasta',\n",
    "                               model='GTRGAMMA', name='biopython',\n",
    "                               num_replicates='10',\n",
    "                               parsimony_seed=random.randint(0, sys.maxsize),\n",
    "                               working_dir=os.getcwd() + os.sep + 'bp_rx')\n",
    "print(raxml_cline)\n",
    "try:\n",
    "    os.mkdir('bp_rx')\n",
    "except OSError:\n",
    "    shutil.rmtree('bp_rx')\n",
    "    os.mkdir('bp_rx')\n",
    "out, err = raxml_cline()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from Bio import Phylo\n",
    "biopython_tree = Phylo.read('bp_rx/RAxML_bestTree.biopython', 'newick')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "print(biopython_tree)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
